Grimdark Background MCP Server

A local Model Context Protocol server that generates grimdark-industrial background art for comic panels, wrapping a local ComfyUI + Stable Diffusion pipeline.

It exists to solve one concrete problem in making an illustrated webcomic: drawing detailed environment backgrounds is slow. This tool lets the artist sketch a rough perspective, hand it a style reference, and get back a finished background to draw characters onto — keeping the human in charge of characters, story, and composition while offloading the repetitive scenery work.

What it does

One MCP tool, generate_background, takes:

• a prompt (the scene),

• an optional perspective sketch — ControlNet forces the output to match the drawn angle/composition,

• an optional style reference — IP-Adapter transfers its palette and mood.

and returns a finished PNG. A second tool, check_status, reports whether the generation backend is up.

Related MCP server: ComfyUI MCP Server

Architecture

 MCP client (Claude)
        │  stdio
        ▼
   server.py  ──►  workflow.py  ──HTTP──►  ComfyUI (:8188)  ──►  GPU
 (FastMCP tool)   (builds graph)          (SD1.5 + ControlNet
                                            + IP-Adapter)

The generation graph is assembled conditionally: the ControlNet (composition) and IP-Adapter (style) branches are only added when a sketch / style reference is supplied, so the tool degrades gracefully from "full control" down to a plain text-to-image background.

Why it's a local server

Each call runs Stable Diffusion on a local GPU. That makes a hosted, multi-user deployment fundamentally different from a typical data-wrapping MCP server: every request burns GPU compute that somebody has to pay for. Running locally keeps it free and private, at the cost of single-machine availability — the right trade for a personal creative tool. A hosted version would swap the ComfyUI backend for a paid inference API (e.g. Replicate) behind rate limiting; the MCP layer above would be unchanged.

Prerequisites

• A running ComfyUI instance (default http://127.0.0.1:8188)

• These models installed in ComfyUI:

  • Checkpoint: Counterfeit_V3.safetensors (any SD1.5 checkpoint works — set GRIMDARK_CHECKPOINT)

  • ControlNet: control_v11p_sd15_scribble_fp16.safetensors

  • IP-Adapter (SD1.5) + CLIP-ViT-H-14-laion2B-s32B-b79K CLIP vision encoder

  • Custom nodes: comfyui_controlnet_aux, ComfyUI_IPAdapter_plus

Install

python -m venv .venv
.venv/Scripts/python -m pip install -r requirements.txt

Run / connect

Register it with an MCP client (e.g. Claude Desktop) by adding to its config:

{
  "mcpServers": {
    "grimdark-background": {
      "command": "C:/AI/grimdark-background-mcp/.venv/Scripts/python.exe",
      "args": ["C:/AI/grimdark-background-mcp/server.py"]
    }
  }
}

Then ask the client to generate a background, optionally pointing it at a sketch and a style reference.

Configuration (env vars)

Status

Working prototype. Generation pipeline (text-to-image, ControlNet composition control, and IP-Adapter style transfer — individually and combined) is validated. Built with Claude Code.